{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KFPcBuVFw61h"
   },
   "source": [
    "# DeepLab Demo\n",
    "\n",
    "This demo will demostrate the steps to run deeplab semantic segmentation model on sample input images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cellView": "code",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "kAbdmRmvq0Je"
   },
   "outputs": [],
   "source": [
    "#@title Imports\n",
    "\n",
    "import os\n",
    "from io import BytesIO\n",
    "import tarfile\n",
    "import tempfile\n",
    "from six.moves import urllib\n",
    "\n",
    "from matplotlib import gridspec\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "cellView": "code",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "vN0kU6NJ1Ye5"
   },
   "outputs": [],
   "source": [
    "#@title Helper methods\n",
    "\n",
    "\n",
    "class DeepLabModel(object):\n",
    "  \"\"\"Class to load deeplab model and run inference.\"\"\"\n",
    "\n",
    "  INPUT_TENSOR_NAME = 'ImageTensor:0'\n",
    "  OUTPUT_TENSOR_NAME = 'SemanticPredictions:0'\n",
    "  INPUT_SIZE = 513\n",
    "  FROZEN_GRAPH_NAME = 'frozen_inference_graph'\n",
    "\n",
    "  def __init__(self, tarball_path):\n",
    "    \"\"\"Creates and loads pretrained deeplab model.\"\"\"\n",
    "    self.graph = tf.Graph()\n",
    "\n",
    "    graph_def = None\n",
    "    # Extract frozen graph from tar archive.\n",
    "    tar_file = tarfile.open(tarball_path)\n",
    "    for tar_info in tar_file.getmembers():\n",
    "      if self.FROZEN_GRAPH_NAME in os.path.basename(tar_info.name):\n",
    "        file_handle = tar_file.extractfile(tar_info)\n",
    "        graph_def = tf.GraphDef.FromString(file_handle.read())\n",
    "        break\n",
    "\n",
    "    tar_file.close()\n",
    "\n",
    "    if graph_def is None:\n",
    "      raise RuntimeError('Cannot find inference graph in tar archive.')\n",
    "\n",
    "    with self.graph.as_default():\n",
    "      tf.import_graph_def(graph_def, name='')\n",
    "\n",
    "    self.sess = tf.Session(graph=self.graph)\n",
    "\n",
    "  def run(self, image):\n",
    "    \"\"\"Runs inference on a single image.\n",
    "\n",
    "    Args:\n",
    "      image: A PIL.Image object, raw input image.\n",
    "\n",
    "    Returns:\n",
    "      resized_image: RGB image resized from original input image.\n",
    "      seg_map: Segmentation map of `resized_image`.\n",
    "    \"\"\"\n",
    "    width, height = image.size\n",
    "    resize_ratio = 1.0 * self.INPUT_SIZE / max(width, height)\n",
    "    target_size = (int(resize_ratio * width), int(resize_ratio * height))\n",
    "    resized_image = image.convert('RGB').resize(target_size, Image.ANTIALIAS)\n",
    "    batch_seg_map = self.sess.run(\n",
    "        self.OUTPUT_TENSOR_NAME,\n",
    "        feed_dict={self.INPUT_TENSOR_NAME: [np.asarray(resized_image)]})\n",
    "    seg_map = batch_seg_map[0]\n",
    "    return resized_image, seg_map\n",
    "\n",
    "\n",
    "def create_pascal_label_colormap():\n",
    "  \"\"\"Creates a label colormap used in PASCAL VOC segmentation benchmark.\n",
    "\n",
    "  Returns:\n",
    "    A Colormap for visualizing segmentation results.\n",
    "  \"\"\"\n",
    "  colormap = np.zeros((256, 3), dtype=int)\n",
    "  ind = np.arange(256, dtype=int)\n",
    "\n",
    "  for shift in reversed(range(8)):\n",
    "    for channel in range(3):\n",
    "      colormap[:, channel] |= ((ind >> channel) & 1) << shift\n",
    "    ind >>= 3\n",
    "\n",
    "  return colormap\n",
    "\n",
    "\n",
    "def label_to_color_image(label):\n",
    "  \"\"\"Adds color defined by the dataset colormap to the label.\n",
    "\n",
    "  Args:\n",
    "    label: A 2D array with integer type, storing the segmentation label.\n",
    "\n",
    "  Returns:\n",
    "    result: A 2D array with floating type. The element of the array\n",
    "      is the color indexed by the corresponding element in the input label\n",
    "      to the PASCAL color map.\n",
    "\n",
    "  Raises:\n",
    "    ValueError: If label is not of rank 2 or its value is larger than color\n",
    "      map maximum entry.\n",
    "  \"\"\"\n",
    "  if label.ndim != 2:\n",
    "    raise ValueError('Expect 2-D input label')\n",
    "\n",
    "  colormap = create_pascal_label_colormap()\n",
    "\n",
    "  if np.max(label) >= len(colormap):\n",
    "    raise ValueError('label value too large.')\n",
    "\n",
    "  return colormap[label]\n",
    "\n",
    "\n",
    "def vis_segmentation(image, seg_map):\n",
    "  \"\"\"Visualizes input image, segmentation map and overlay view.\"\"\"\n",
    "  plt.figure(figsize=(15, 5))\n",
    "  grid_spec = gridspec.GridSpec(1, 4, width_ratios=[6, 6, 6, 1])\n",
    "\n",
    "  plt.subplot(grid_spec[0])\n",
    "  plt.imshow(image)\n",
    "  plt.axis('off')\n",
    "  plt.title('input image')\n",
    "\n",
    "  plt.subplot(grid_spec[1])\n",
    "  seg_image = label_to_color_image(seg_map).astype(np.uint8)\n",
    "  plt.imshow(seg_image)\n",
    "  plt.axis('off')\n",
    "  plt.title('segmentation map')\n",
    "\n",
    "  plt.subplot(grid_spec[2])\n",
    "  plt.imshow(image)\n",
    "  plt.imshow(seg_image, alpha=0.7)\n",
    "  plt.axis('off')\n",
    "  plt.title('segmentation overlay')\n",
    "\n",
    "  unique_labels = np.unique(seg_map)\n",
    "  ax = plt.subplot(grid_spec[3])\n",
    "  plt.imshow(\n",
    "      FULL_COLOR_MAP[unique_labels].astype(np.uint8), interpolation='nearest')\n",
    "  ax.yaxis.tick_right()\n",
    "  plt.yticks(range(len(unique_labels)), LABEL_NAMES[unique_labels])\n",
    "  plt.xticks([], [])\n",
    "  ax.tick_params(width=0.0)\n",
    "  plt.grid('off')\n",
    "  plt.show()\n",
    "\n",
    "\n",
    "LABEL_NAMES = np.asarray([\n",
    "    'background', 'aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus',\n",
    "    'car', 'cat', 'chair', 'cow', 'diningtable', 'dog', 'horse', 'motorbike',\n",
    "    'person', 'pottedplant', 'sheep', 'sofa', 'train', 'tv'\n",
    "])\n",
    "\n",
    "FULL_LABEL_MAP = np.arange(len(LABEL_NAMES)).reshape(len(LABEL_NAMES), 1)\n",
    "FULL_COLOR_MAP = label_to_color_image(FULL_LABEL_MAP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "c4oXKmnjw6i_"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "downloading model, this might take a while...\n",
      "download completed! loading DeepLab model...\n",
      "model loaded successfully!\n"
     ]
    }
   ],
   "source": [
    "#@title Select and download models {display-mode: \"form\"}\n",
    "\n",
    "MODEL_NAME = 'deeplabv3_mnv2_pascal_train_aug'  # @param ['mobilenetv2_coco_voctrainaug', 'mobilenetv2_coco_voctrainval', 'xception_coco_voctrainaug', 'xception_coco_voctrainval']\n",
    "\n",
    "_DOWNLOAD_URL_PREFIX = 'http://download.tensorflow.org/models/'\n",
    "_MODEL_URLS = {\n",
    "    'mobilenetv2_coco_voctrainaug':\n",
    "        'deeplabv3_mnv2_pascal_train_aug_2018_01_29.tar.gz',\n",
    "    'mobilenetv2_coco_voctrainval':\n",
    "        'deeplabv3_mnv2_pascal_trainval_2018_01_29.tar.gz',\n",
    "    'xception_coco_voctrainaug':\n",
    "        'deeplabv3_pascal_train_aug_2018_01_04.tar.gz',\n",
    "    'xception_coco_voctrainval':\n",
    "        'deeplabv3_pascal_trainval_2018_01_04.tar.gz',\n",
    "}\n",
    "_TARBALL_NAME = 'deeplab_model.tar.gz'\n",
    "\n",
    "model_dir = tempfile.mkdtemp()\n",
    "tf.gfile.MakeDirs(model_dir)\n",
    "\n",
    "download_path = os.path.join(model_dir, _TARBALL_NAME)\n",
    "print('downloading model, this might take a while...')\n",
    "urllib.request.urlretrieve(_DOWNLOAD_URL_PREFIX + _MODEL_URLS[MODEL_NAME],\n",
    "                   download_path)\n",
    "print('download completed! loading DeepLab model...')\n",
    "\n",
    "MODEL = DeepLabModel(download_path)\n",
    "print('model loaded successfully!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "SZst78N-4OKO"
   },
   "source": [
    "## Run on sample images\n",
    "\n",
    "Select one of sample images (leave `IMAGE_URL` empty) or feed any internet image\n",
    "url for inference.\n",
    "\n",
    "Note that we are using single scale inference in the demo for fast computation,\n",
    "so the results may slightly differ from the visualizations in\n",
    "[README](https://github.com/tensorflow/models/blob/master/research/deeplab/README.md),\n",
    "which uses multi-scale and left-right flipped inputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "edGukUHXyymr"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "running deeplab on image https://github.com/tensorflow/models/blob/master/research/deeplab/g3doc/img/image1.jpg?raw=true...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title Run on sample images {display-mode: \"form\"}\n",
    "\n",
    "SAMPLE_IMAGE = 'image1'  # @param ['image1', 'image2', 'image3']\n",
    "IMAGE_URL = ''  #@param {type:\"string\"}\n",
    "\n",
    "_SAMPLE_URL = ('https://github.com/tensorflow/models/blob/master/research/'\n",
    "               'deeplab/g3doc/img/%s.jpg?raw=true')\n",
    "\n",
    "\n",
    "def run_visualization(url):\n",
    "  \"\"\"Inferences DeepLab model and visualizes result.\"\"\"\n",
    "  try:\n",
    "    f = urllib.request.urlopen(url)\n",
    "    jpeg_str = f.read()\n",
    "    original_im = Image.open(BytesIO(jpeg_str))\n",
    "  except IOError:\n",
    "    print('Cannot retrieve image. Please check url: ' + url)\n",
    "    return\n",
    "\n",
    "  print('running deeplab on image %s...' % url)\n",
    "  resized_im, seg_map = MODEL.run(original_im)\n",
    "\n",
    "  vis_segmentation(resized_im, seg_map)\n",
    "\n",
    "\n",
    "image_url = IMAGE_URL or _SAMPLE_URL % SAMPLE_IMAGE\n",
    "run_visualization(image_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "7XrFNGsxzSIB"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "default_view": {},
   "name": "DeepLab Demo.ipynb",
   "provenance": [],
   "version": "0.3.2",
   "views": {}
  },
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
